{"id":"W7133046259","doi":"","title":"Student Development of Lifelong Learning Orientations Within and Beyond Undergraduate Engineering Programs","year":2024,"lang":"","type":"dissertation","venue":"TSpace","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Lifelong learning; Curriculum; Accreditation; Agency (philosophy); Experiential learning; Scope (computer science); Exploratory research","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001695419,0.0001408874,0.0001761109,0.0008489196,0.001177276,0.002654939,0.0003498394,0.0003181199,0.001745394],"category_scores_gemma":[0.004150818,0.0001440986,0.0002243539,0.0004564203,0.0008366004,0.0006422746,0.001800893,0.0006552609,0.0002451518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001352755,"about_ca_system_score_gemma":0.002567695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005176971,"about_ca_topic_score_gemma":0.0175778,"domain_scores_codex":[0.9993277,0.0001517684,0.00003275517,0.00007625653,0.0002323417,0.0001793213],"domain_scores_gemma":[0.9961256,0.0004940938,0.0008736356,0.0001723581,0.0005719299,0.001762372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005916547,0.0005338058,0.9203157,0.00005362775,0.00001607696,0.00009022852,0.02810389,0.00007061238,0.002281322,0.001075723,0.0003332749,0.04706652],"study_design_scores_gemma":[0.000003731685,0.0002380125,0.9672166,0.00003895944,0.000004645934,0.00005709326,0.02945793,0.0001289413,0.0004385293,0.0003256125,0.002077024,0.00001284843],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974227,0.00004315918,0.0001057543,0.00007556879,0.000003447597,0.00002024498,0.00001436908,0.00000290901,0.002311919],"genre_scores_gemma":[0.9985989,0.00005821914,0.0002050287,0.00002927057,0.000002273803,0.00001308391,0.00003214581,0.000001511081,0.001059621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005176971,"threshold_uncertainty_score":0.01029366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0248991160976364,"score_gpt":0.3935334197872249,"score_spread":0.3686343036895885,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}